FreedomIntelligence/PubMedVision

Dataset

107

stars

10

commits

2

linked in READMEs

Feb 18, 2025

updated

biology
GPT-4V
medical
Vision
Browse cluster: Biomedical Data and Multimodal Learning

README

News

  • [2025/02/18]: We add the original captions of PubMedVision in PubMedVision_Original_Caption.json, as well as the Chinese version of PubMedVision in PubMedVision_Chinese.json.
  • [2024/07/01]: We add annotations for 'body_part' and 'modality' of images, utilizing the HuatuoGPT-Vision-7B model.

PubMedVision

PubMedVision is a large-scale medical VQA dataset. We extracted high-quality image-text pairs from PubMed and used GPT-4V to reformat them to enhance their quality.

PubMedVision significantly improves the multimodal capabilities of MLLMs in the medical field. For more details, refer to our paper and github.

Data Volume

PubMedVision contains 1.3 million medical VQAs, divided into Alignment VQA and Instruction Tuning VQA:

Data# Data
PubMedVision_Alignment_VQA647,031
PubMedVision_InstructionTuning_VQA647,031
Total1,294,062

Image Data

images_*.zip contains the compressed image data. You can unzip these images using the following code:

for ((i=0; i<20; i++))
do
    unzip -j images_$i.zip -d images/ & # wait patiently, it takes a while...
done

Citation

If you find our data useful, please consider citing our work! We are FreedomIntelligence from Shenzhen Research Institute of Big Data and The Chinese University of Hong Kong, Shenzhen

@misc{chen2024huatuogptvisioninjectingmedicalvisual,
      title={HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale}, 
      author={Junying Chen and Ruyi Ouyang and Anningzhe Gao and Shunian Chen and Guiming Hardy Chen and Xidong Wang and Ruifei Zhang and Zhenyang Cai and Ke Ji and Guangjun Yu and Xiang Wan and Benyou Wang},
      year={2024},
      eprint={2406.19280},
      archivePrefix={arXiv},
      primaryClass={cs.CV},
      url={https://arxiv.org/abs/2406.19280}, 
}

Contributors

jymcc

9 commits

JY
jymChen

1 commits

FreedomIntelligence/PubMedVision

Dataset

107

stars

10

commits

2

linked in READMEs

Feb 18, 2025

updated

biology
GPT-4V
medical
Vision
Browse cluster: Biomedical Data and Multimodal Learning

README

News

  • [2025/02/18]: We add the original captions of PubMedVision in PubMedVision_Original_Caption.json, as well as the Chinese version of PubMedVision in PubMedVision_Chinese.json.
  • [2024/07/01]: We add annotations for 'body_part' and 'modality' of images, utilizing the HuatuoGPT-Vision-7B model.

PubMedVision

PubMedVision is a large-scale medical VQA dataset. We extracted high-quality image-text pairs from PubMed and used GPT-4V to reformat them to enhance their quality.

PubMedVision significantly improves the multimodal capabilities of MLLMs in the medical field. For more details, refer to our paper and github.

Data Volume

PubMedVision contains 1.3 million medical VQAs, divided into Alignment VQA and Instruction Tuning VQA:

Data# Data
PubMedVision_Alignment_VQA647,031
PubMedVision_InstructionTuning_VQA647,031
Total1,294,062

Image Data

images_*.zip contains the compressed image data. You can unzip these images using the following code:

for ((i=0; i<20; i++))
do
    unzip -j images_$i.zip -d images/ & # wait patiently, it takes a while...
done

Citation

If you find our data useful, please consider citing our work! We are FreedomIntelligence from Shenzhen Research Institute of Big Data and The Chinese University of Hong Kong, Shenzhen

@misc{chen2024huatuogptvisioninjectingmedicalvisual,
      title={HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale}, 
      author={Junying Chen and Ruyi Ouyang and Anningzhe Gao and Shunian Chen and Guiming Hardy Chen and Xidong Wang and Ruifei Zhang and Zhenyang Cai and Ke Ji and Guangjun Yu and Xiang Wan and Benyou Wang},
      year={2024},
      eprint={2406.19280},
      archivePrefix={arXiv},
      primaryClass={cs.CV},
      url={https://arxiv.org/abs/2406.19280}, 
}

Contributors

jymcc

9 commits

JY
jymChen

1 commits